cs.AI updates on arXiv.org 10月07日 12:16
智能电网需求侧管理新方案
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本文提出一种基于多智能体协调的需求侧管理系统,通过引入槽位交换机制优化能源消费,提升用户舒适度并保证系统效率,适用于未来智能电网。

arXiv:2510.04192v1 Announce Type: cross Abstract: The growing electricity demand and increased use of smart appliances are placing new pressures on power grids, making efficient energy management more important than ever. The existing energy management systems often prioritize system efficiency (balanced energy demand and supply) at the expense of user comfort. This paper addresses this gap by proposing a novel decentralized multi-agent coordination-based demand-side management system. The proposed system enables individual agents to coordinate for demand-side energy optimization while improving the user comfort and maintaining the system efficiency. A key innovation of this work is the introduction of a slot exchange mechanism, where agents first receive optimized appliance-level energy consumption schedules and then coordinate with each other to adjust these schedules through slot exchanges. This approach improves user comfort even when agents show non-altruistic behaviour, and it scales well with large populations. The system also promotes fairness by balancing satisfaction levels across users. For performance evaluation, a real-world dataset is used, and the results demonstrate that the proposed slot exchange mechanism increases user comfort and fairness without raising system inefficiency cost, making it a practical and scalable solution for future smart grids.

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智能电网 需求侧管理 多智能体系统 槽位交换机制 系统效率
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